{ "meta": { "title": "AI Sentence DNA Corpus \u2014 Research-Visible Sample", "description": "A representative research-visible subset from the Bloomberry AI Sentence DNA corpus. This is a sample only. The full internal enforcement corpus is not published.", "version": "1.0", "date_published": "2026-06-01", "date_reviewed": "2026-06", "total_corpus_count": "7400+", "sample_size": 141, "note": "Counts represent catalogued signal entries, not unique phrases or authorship determinations. These are writing signals, not authorship determinations. Human writers may use the same phrases, and AI systems may produce outputs outside these patterns. Sample inclusion does not indicate whether a signal is production-enforced. Production enforcement status, scoring rules, and the full internal corpus are not published.", "citation": "Bloomberry Research. AI Sentence DNA: A Corpus Study of Recurring AI-Writing Signals. Version 1.0. 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"entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-026", "signal_text": "synergy", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-027", "signal_text": "nuanced", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-028", "signal_text": "compelling", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "high", "date_added": "2025-03", "date_reviewed": "2026-06", "notes": "High false-positive in marketing copy", "enforcement_status": "not_disclosed" }, { "id": "voc-029", "signal_text": "holistic", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-030", "signal_text": "empower", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-031", "signal_text": "tapestry", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Strong Claude signal in figurative use", "enforcement_status": "not_disclosed" }, { "id": "voc-032", "signal_text": "groundbreaking", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-033", "signal_text": "unprecedented", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-034", "signal_text": "remarkable", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Embryo.com 2025", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-035", "signal_text": "foster", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Kobak et al. 2025 (fostering)", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-036", "signal_text": "navigate", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Metaphorical use: 'navigate the complexities'", "enforcement_status": "not_disclosed" }, { "id": "voc-037", "signal_text": "unlock", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Metaphorical use: 'unlock potential'", "enforcement_status": "not_disclosed" }, { "id": "voc-038", "signal_text": "illuminate", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-039", "signal_text": "underscore", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "high", "source_citation": "Kobak et al. 2025", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "voc-040", "signal_text": "highlight", "entry_type": "word", "category": "vocabulary_marker", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "high", "date_added": "2025-03", "date_reviewed": "2026-06", "notes": "High false-positive", "enforcement_status": "not_disclosed" }, { "id": "phr-001", "signal_text": "at its core", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Very high frequency across all models", "enforcement_status": "not_disclosed" }, { "id": "phr-002", "signal_text": "when it comes to", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-003", "signal_text": "let's unpack", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "ChatGPT-specific opener", "enforcement_status": "not_disclosed" }, { "id": "phr-004", "signal_text": "needless to say", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-005", "signal_text": "it is important to note", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Strong signal \u2014 delete and state the info directly", "enforcement_status": "not_disclosed" }, { "id": "phr-006", "signal_text": "it is worth noting", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-007", "signal_text": "in today's fast-paced world", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Generic opener; delete and start with the actual claim", "enforcement_status": "not_disclosed" }, { "id": "phr-008", "signal_text": "in an ever-evolving landscape", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-009", "signal_text": "plays a crucial role", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-010", "signal_text": "serves as a testament", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-011", "signal_text": "marks a pivotal moment", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-012", "signal_text": "represents a significant shift", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": 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"2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-016", "signal_text": "at the end of the day", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-017", "signal_text": "in other words", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-018", "signal_text": "furthermore", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": 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"2026-06", "notes": "As sentence opener/closer", "enforcement_status": "not_disclosed" }, { "id": "phr-022", "signal_text": "building on this", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-023", "signal_text": "it goes without saying", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-024", "signal_text": "in the realm of", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-025", "signal_text": "as previously mentioned", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-026", "signal_text": "it's not just about", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Rhetorical contrast frame opener", "enforcement_status": "not_disclosed" }, { "id": "phr-027", "signal_text": "the reality is", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-028", "signal_text": "research shows", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-03", "date_reviewed": "2026-06", "notes": "Vague authority attribution; moderate false-positive", "enforcement_status": "not_disclosed" }, { "id": "phr-029", "signal_text": "experts agree", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Vague authority attribution", "enforcement_status": "not_disclosed" }, { "id": "phr-030", "signal_text": "studies suggest", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-03", "date_reviewed": "2026-06", "notes": "Vague authority \u2014 moderate false-positive in journalism", "enforcement_status": "not_disclosed" }, { "id": "phr-031", "signal_text": "in a world where", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "World-state opener", "enforcement_status": "not_disclosed" }, { "id": "phr-032", "signal_text": "have you ever wondered", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Curiosity hook opener", "enforcement_status": "not_disclosed" }, { "id": "phr-033", "signal_text": "let's be honest", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Candor opener", "enforcement_status": "not_disclosed" }, { "id": "phr-034", "signal_text": "here's the thing", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-035", "signal_text": "the future will require", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Forward-looking closer", "enforcement_status": "not_disclosed" }, { "id": "phr-036", "signal_text": "as we navigate", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-037", "signal_text": "a wide range of", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-038", "signal_text": "in terms of", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "medium", "date_added": "2025-03", "date_reviewed": "2026-06", "notes": "High false-positive", "enforcement_status": "not_disclosed" }, { "id": "phr-039", "signal_text": "the truth is", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "phr-040", "signal_text": "the fact is", "entry_type": "phrase", "category": "phrase_cliche", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "cad-001", "signal_text": "Rhetorical Contrast", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Pattern: 'Not just X, but Y.' / 'It is not about X \u2014 it is about Y.' Uses opposition to create apparent depth without specific evidence.", "enforcement_status": "not_disclosed" }, { "id": "cad-002", "signal_text": "Symmetrical Tricolon", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Compulsive grouping in threes beyond what content requires. Appears at syntactic levels: adjective, noun phrase, sentence.", "enforcement_status": "not_disclosed" }, { "id": "cad-003", "signal_text": "Expansion Bridge", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Framing sentence followed by expansion that restates the same idea. Adds length without content.", "enforcement_status": "not_disclosed" }, { "id": "cad-004", "signal_text": "Hedge-Assertion Pair", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Qualifying hedge immediately followed by an assertive claim. 'While challenges remain, the opportunity is clear.'", "enforcement_status": "not_disclosed" }, { "id": "cad-005", "signal_text": "Analogy Anchor", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Opening with extended analogy: journey, ecosystem, architecture, organism.", "enforcement_status": "not_disclosed" }, { "id": "cad-006", "signal_text": "Progressive Reveal", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "'Everyone knows X. But what most don't realize is Y. The answer lies in Z.'", "enforcement_status": "not_disclosed" }, { "id": "cad-007", "signal_text": "Binary Definition Inversion", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "'X is not just A. It is B.' Elevates subject by contrasting lesser definition with grander one.", "enforcement_status": "not_disclosed" }, { "id": "cad-008", "signal_text": "Vague Authority Attribution", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "'Research shows,' 'Experts agree,' 'Studies suggest.' No specific source named.", "enforcement_status": "not_disclosed" }, { "id": "cad-009", "signal_text": "Resolution Closer", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Final paragraph wraps tension and ends on forward-looking synthesis. Resolves more than preceding content justifies.", "enforcement_status": "not_disclosed" }, { "id": "cad-010", "signal_text": "Symmetrical Opposition", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "'On one hand... On the other hand.' Mechanical balance applied regardless of whether evidence actually divides symmetrically.", "enforcement_status": "not_disclosed" }, { "id": "cad-011", "signal_text": "Em-Dash Rhetorical Bridge", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Em-dash used to insert clause that performs emphasis without adding information. Appears at disproportionate rates.", "enforcement_status": "not_disclosed" }, { "id": "cad-012", "signal_text": "Low-Burstiness Uniform Rhythm", "entry_type": "cadence_detector", "category": "cadence_template", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Consistent medium-length sentence construction without natural variation in sentence length. Detectable at passage level.", "enforcement_status": "not_disclosed" }, { "id": "hook-001", "signal_text": "Temporal landscape opener", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'In today's landscape...'", "enforcement_status": "not_disclosed" }, { "id": "hook-002", "signal_text": "World-state opener", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'In a world where...'", "enforcement_status": "not_disclosed" }, { "id": "hook-003", "signal_text": "Fast-paced framing", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'In today's fast-paced...'", "enforcement_status": "not_disclosed" }, { "id": "hook-004", "signal_text": "Rhetorical question opener", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Example: 'What if the way we think about X is wrong?'", "enforcement_status": "not_disclosed" }, { "id": "hook-005", "signal_text": "Contrarian opener", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'Most people believe X. They're wrong.'", "enforcement_status": "not_disclosed" }, { "id": "hook-006", "signal_text": "Statistic opener", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "high", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Example: 'Studies show that X percent of...' High false-positive.", "enforcement_status": "not_disclosed" }, { "id": "hook-007", "signal_text": "Empathy opener", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Example: 'If you've ever struggled with...'", "enforcement_status": "not_disclosed" }, { "id": "hook-008", "signal_text": "Direct imperative", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'Stop doing X. Start doing Y.'", "enforcement_status": "not_disclosed" }, { "id": "hook-009", "signal_text": "Definitional inversion", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'X is not just Y \u2014 it's Z.'", "enforcement_status": "not_disclosed" }, { "id": "hook-010", "signal_text": "Confession opener", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Example: 'I used to think X. I was wrong.'", "enforcement_status": "not_disclosed" }, { "id": "hook-011", "signal_text": "Urgency frame", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'The window for X is closing.'", "enforcement_status": "not_disclosed" }, { "id": "hook-012", "signal_text": "Paradox opener", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Example: 'The more you try to X, the less Y you get.'", "enforcement_status": "not_disclosed" }, { "id": "hook-013", "signal_text": "Community frame", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'Whether you're a founder, a marketer, or a...'", "enforcement_status": "not_disclosed" }, { "id": "hook-014", "signal_text": "Temporal urgency", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'Right now, X is changing faster than...'", "enforcement_status": "not_disclosed" }, { "id": "hook-015", "signal_text": "Bold claim", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "Example: 'Everything you know about X is wrong.'", "enforcement_status": "not_disclosed" }, { "id": "hook-016", "signal_text": "Stakes frame", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Example: 'The cost of ignoring X is...'", "enforcement_status": "not_disclosed" }, { "id": "hook-017", "signal_text": "Counter-narrative", "entry_type": "hook_pattern", "category": "hook_pattern", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-02", "date_reviewed": "2026-06", "notes": "Example: 'The experts say X. Here's what they're missing.'", "enforcement_status": "not_disclosed" }, { "id": "rep-001", "signal_text": "utilize \u2192 use", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-002", "signal_text": "facilitate \u2192 help, allow, make possible", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-003", "signal_text": "leverage (verb) \u2192 use, apply, draw on", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-004", "signal_text": "navigate the complexities \u2192 handle, deal with, work through", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-005", "signal_text": "delve into \u2192 look at, examine, explore", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "high", "source_citation": "Kobak et al. 2025", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-006", "signal_text": "unpack \u2192 explain, break down, examine", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-007", "signal_text": "unlock the potential \u2192 enable, release, open up", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-008", "signal_text": "empower \u2192 let, allow, enable", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-009", "signal_text": "transformative \u2192 major, significant, meaningful", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-010", "signal_text": "seamlessly \u2192 smoothly, without friction", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-011", "signal_text": "robust \u2192 strong, reliable, consistent", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Embryo.com 2025", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-012", "signal_text": "holistic \u2192 complete, whole, full-scope", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-013", "signal_text": "actionable insights \u2192 practical steps, specific recommendations", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Wikipedia Signs of AI Writing", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-014", "signal_text": "game-changer \u2192 major development, significant shift", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Bloomberry Research corpus sample", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-015", "signal_text": "moving forward \u2192 from now on, next", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "medium", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-016", "signal_text": "at its core \u2192 fundamentally, essentially", "entry_type": "replacement_pair", "category": "replacement_pair", "source_tier": "medium", "source_citation": "Antony 2026", "false_positive_risk": "low", "date_added": "2025-01", "date_reviewed": "2026-06", "notes": "", "enforcement_status": "not_disclosed" }, { "id": "rep-017", "signal_text": "in today's digital age \u2192 [delete \u2014 begin with the actual claim]", "entry_type": "replacement_pair", "category": 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